Triple

T1842024
Position Surface form Disambiguated ID Type / Status
Subject FAMAS assault rifle E41196 entity
Predicate usedBy P260 FINISHED
Object Forces Armées Royales (Morocco)
The Forces Armées Royales (Morocco) are the combined armed forces of the Kingdom of Morocco, responsible for national defense and regional security operations on land, at sea, and in the air.
E207030 NE FINISHED

How this triple was built (4 steps)

Every LLM step that produced this triple, in pipeline order — named-entity classification, the disambiguation choices (the exact options shown, with the pick highlighted), and the generated description. The batch + timestamp of each is in the Provenance table below.

NER Named-entity recognition gpt-5-mini
Instruction
Given a phrase, classify it is english named entity (e.g., persons, organizations, works of art) in Latin script, or not (e.g., literals, dates, URLs, verbose phrases). For disambiguation, the statement where the phrase occurs as object is also given. Please return a JSON object with `phrase` (string, the phrase being analyzed) and `is_ne` (boolean, indicating whether the phrase is a Named Entity).
Input
Phrase: Forces Armées Royales (Morocco) | Statement: [FAMAS assault rifle, usedBy, Forces Armées Royales (Morocco)]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Forces Armées Royales (Morocco)
Context triple: [FAMAS assault rifle, usedBy, Forces Armées Royales (Morocco)]
  • A. French Army of Africa
    The French Army of Africa was the collective term for France’s colonial land forces in North Africa, composed largely of indigenous and European troops and active in numerous campaigns from the 19th century through World War II.
  • B. Spanish Army of Africa
    The Spanish Army of Africa was Spain’s elite colonial force based in North Africa, known for its professional, battle-hardened troops and a major role in early 20th-century conflicts, including the Rif War and the Spanish Civil War.
  • C. Malian Armed Forces
    The Malian Armed Forces are the national military of Mali, responsible for defending the country’s sovereignty and conducting internal security and counterinsurgency operations.
  • D. French Moroccan Goumiers
    The French Moroccan Goumiers were elite colonial mountain infantry from Morocco serving in the French Army, renowned for their rugged combat effectiveness in difficult terrain during World War II and other conflicts.
  • E. Algerian Air Force
    The Algerian Air Force is the aerial warfare branch of Algeria’s military, responsible for defending the country’s airspace and conducting air operations using a mix of Soviet/Russian and Western aircraft.
  • F. None of above. chosen
  • G. Unsure - the case is ambiguous/there is not enough information to decide.
NEDg Description generation gpt-5.1
Instruction
Generate a one-sentence description of the target entity. 
You are given a context triple in the form (subject, predicate, object), where the object is the target entity. 
# Instructions
Use the triple to infer relevant information about the entity. Describe the entity based on what is most defining, well-known. 
Avoid repeating the information from the triple, unless really essential.
# Response Format
Return only the sentence: "Description: [one-sentence description of the target entity]"
Input
Entity: Forces Armées Royales (Morocco)
Triple: [FAMAS assault rifle, usedBy, Forces Armées Royales (Morocco)]
Generated description
The Forces Armées Royales (Morocco) are the combined armed forces of the Kingdom of Morocco, responsible for national defense and regional security operations on land, at sea, and in the air.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Forces Armées Royales (Morocco)
Target entity description: The Forces Armées Royales (Morocco) are the combined armed forces of the Kingdom of Morocco, responsible for national defense and regional security operations on land, at sea, and in the air.
  • A. French Army of Africa
    The French Army of Africa was the collective term for France’s colonial land forces in North Africa, composed largely of indigenous and European troops and active in numerous campaigns from the 19th century through World War II.
  • B. Spanish Army of Africa
    The Spanish Army of Africa was Spain’s elite colonial force based in North Africa, known for its professional, battle-hardened troops and a major role in early 20th-century conflicts, including the Rif War and the Spanish Civil War.
  • C. Malian Armed Forces
    The Malian Armed Forces are the national military of Mali, responsible for defending the country’s sovereignty and conducting internal security and counterinsurgency operations.
  • D. French Moroccan Goumiers
    The French Moroccan Goumiers were elite colonial mountain infantry from Morocco serving in the French Army, renowned for their rugged combat effectiveness in difficult terrain during World War II and other conflicts.
  • E. Algerian Air Force
    The Algerian Air Force is the aerial warfare branch of Algeria’s military, responsible for defending the country’s airspace and conducting air operations using a mix of Soviet/Russian and Western aircraft.
  • F. None of above. chosen

Provenance (5 batches)

The batch behind each pipeline step, in order, with when it ran. Timestamps are batch-level — stages were processed in waves, so the object chain (NER → NED1 → NEDg → NED2) reads in order, but predicate / elicitation batches can sit in a different wave.

Step Stage Batch ID Status When
creating Elicitation batch_69a88648cd44819093303206d96d76ad completed March 4, 2026, 7:21 p.m.
NER Named-entity recognition batch_69abb03e7a7481909c5b902034390ef1 completed March 7, 2026, 4:57 a.m.
NED1 Entity disambiguation (via context triple) batch_69adc9be1ef481909cd6f6975bf2165d completed March 8, 2026, 7:10 p.m.
NEDg Description generation batch_69adcaf078a0819082c4bb48a3820ada completed March 8, 2026, 7:16 p.m.
NED2 Entity disambiguation (via description) batch_69adce8a68848190ab56f5df7311dbca completed March 8, 2026, 7:31 p.m.
Created at: March 4, 2026, 7:33 p.m.